{"id":"W1994410801","doi":"10.1016/s0039-3681(01)00019-x","title":"Quantification, Mandated Science and Judgment","year":2001,"lang":"en","type":"article","venue":"Studies in History and Philosophy of Science Part A","topic":"Philosophy and History of Science","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"QLT (Canada)","funders":"","keywords":"Psychology; Epistemology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01471635,0.0004813346,0.001146696,0.002335706,0.004471006,0.008830173,0.002216986,0.005827859,0.007374024],"category_scores_gemma":[0.03401808,0.000814168,0.0008479765,0.002270189,0.05564557,0.01968286,0.004094256,0.005915587,0.0004529083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00748646,"about_ca_system_score_gemma":0.005496907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01240428,"about_ca_topic_score_gemma":0.009905688,"domain_scores_codex":[0.9906838,0.005688155,0.000436591,0.001389001,0.001129423,0.0006730423],"domain_scores_gemma":[0.969039,0.02369905,0.001583465,0.002632371,0.002337157,0.0007090413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001130726,0.000009168221,0.0001316276,0.00001952125,0.0000048235,0.00001385701,0.0007549813,0.0001310042,0.00003614342,0.9968925,0.0004310819,0.001563988],"study_design_scores_gemma":[0.000009761519,0.000003710132,0.0001763723,0.00001668453,0.000003472911,0.00001118183,0.0001704897,0.0001981886,0.00005261229,0.9961786,0.003173259,0.00000569994],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1408398,0.02243607,0.1135917,0.07181256,0.0009208375,0.0001004919,0.0002579781,0.0001880184,0.6498525],"genre_scores_gemma":[0.981187,0.001360759,0.007180156,0.002203242,0.0003837631,0.00006897036,0.00004834895,0.0000591154,0.007508621],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.995529,"threshold_uncertainty_score":0.07782847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.203517387392767,"score_gpt":0.3042144832687457,"score_spread":0.1006970958759787,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}